IVA Methodology v1.0: A Framework for Multi-Model AI Output Verification

The Independent Verification Authority (IVA) is a neutral evaluation layer that audits outputs from multiple large language models and issues standardized reliability judgments. This document defines IVA Methodology v1.0: the five signals (Divergence, Consistency, Hallucination Risk, Omissions, and the Composite score), verdict thresholds, the structure of the IVA Certificate of Audit, alignment with the EU AI Act (Regulation 2024/1689), and known limitations of this initial specification. Version 1.0 is published openly for review and citation. Public critique is invited; substantive contributions informing subsequent versions will be acknowledged in the release notes of subsequent versions.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-04-24
DOI
https://doi.org/10.5281/zenodo.19737596
Primary Topic
Explainable Artificial Intelligence (XAI)
Type
article
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article

IVA Methodology v1.0: A Framework for Multi-Model AI Output Verification

Hadil Maarfia, Hadil Maarfia
Zenodo (CERN European Organization for Nuclear Research)
Explainable Artificial Intelligence (XAI)
article

IVA Methodology v1.0: A Framework for Multi-Model AI Output Verification

Hadil Maarfia, Hadil Maarfia
article en

Abstract

The Independent Verification Authority (IVA) is a neutral evaluation layer that audits outputs from multiple large language models and issues standardized reliability judgments. This document defines IVA Methodology v1.0: the five signals (Divergence, Consistency, Hallucination Risk, Omissions, and the Composite score), verdict thresholds, the structure of the IVA Certificate of Audit, alignment with the EU AI Act (Regulation 2024/1689), and known limitations of this initial specification. Version 1.0 is published openly for review and citation. Public critique is invited; substantive contributions informing subsequent versions will be acknowledged in the release notes of subsequent versions.

Zenodo (CERN European Organization for Nuclear Research)
Financial Services Authority (GB)
Peace, Justice and strong institutions
Openalex Percentile: Top 3%
Explainable Artificial Intelligence (XAI)
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